Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

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Center for Computational Systems Medicine
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Gene summary

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Malignant transformation analysis

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Malignant transformation related pathway analysis

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Cell-cell communication analysis

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Single-cell gene regulatory network inference analysis

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Somatic mutation of malignant transformation related genes

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Related drugs of malignant transformation related genes

Gene: SLC20A2

Gene summary for SLC20A2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC20A2

Gene ID

6575

Gene namesolute carrier family 20 member 2
Gene AliasGLVR-2
Cytomap8p11.21
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q08357


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Malignant transformation analysis

check button Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
6575SLC20A2CA_HPV_3HumanCervixCC3.38e-071.76e-010.0414
6575SLC20A2CCI_1HumanCervixCC1.08e-071.04e+000.528
6575SLC20A2CCI_2HumanCervixCC4.57e-101.28e+000.5249
6575SLC20A2CCI_3HumanCervixCC5.00e-119.66e-010.516
6575SLC20A2HTA11_3410_2000001011HumanColorectumAD4.54e-05-3.60e-010.0155
6575SLC20A2HTA11_347_2000001011HumanColorectumAD2.75e-074.71e-01-0.1954
6575SLC20A2A001-C-207HumanColorectumFAP5.35e-03-2.87e-010.1278
6575SLC20A2A015-C-203HumanColorectumFAP1.40e-23-3.90e-01-0.1294
6575SLC20A2A015-C-204HumanColorectumFAP5.71e-05-3.16e-01-0.0228
6575SLC20A2A014-C-040HumanColorectumFAP5.63e-04-3.28e-01-0.1184
6575SLC20A2A002-C-201HumanColorectumFAP1.75e-11-3.17e-010.0324
6575SLC20A2A001-C-119HumanColorectumFAP4.57e-02-2.19e-01-0.1557
6575SLC20A2A001-C-108HumanColorectumFAP3.46e-15-3.84e-01-0.0272
6575SLC20A2A002-C-205HumanColorectumFAP1.19e-19-3.67e-01-0.1236
6575SLC20A2A015-C-005HumanColorectumFAP1.12e-02-2.78e-01-0.0336
6575SLC20A2A015-C-006HumanColorectumFAP4.94e-14-4.58e-01-0.0994
6575SLC20A2A015-C-106HumanColorectumFAP3.64e-08-2.49e-01-0.0511
6575SLC20A2A002-C-114HumanColorectumFAP8.42e-19-4.72e-01-0.1561
6575SLC20A2A015-C-104HumanColorectumFAP6.84e-25-4.79e-01-0.1899
6575SLC20A2A001-C-014HumanColorectumFAP4.59e-12-3.18e-010.0135
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
Colorectum (GSE201348)The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
EndometriumThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
EsophagusThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
LungThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
Oral CavityThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
ProstateThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.BPH: Benign Prostatic Hyperplasia
SkinThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
ThyroidThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.

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Malignant transformation related pathway analysis

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumSERGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
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check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:001603210CervixCCviral process109/2311415/187235.40e-156.46e-12109
GO:001905810CervixCCviral life cycle87/2311317/187232.20e-131.20e-1087
GO:005212610CervixCCmovement in host environment52/2311175/187237.03e-108.76e-0852
GO:004440910CervixCCentry into host47/2311151/187238.45e-101.03e-0747
GO:005170110CervixCCbiological process involved in interaction with host57/2311203/187231.18e-091.41e-0757
GO:004671810CervixCCviral entry into host cell44/2311144/187235.47e-095.03e-0744
GO:004440310CervixCCbiological process involved in symbiotic interaction71/2311290/187237.94e-096.98e-0771
GO:0016032ColorectumADviral process168/3918415/187234.67e-203.66e-17168
GO:0019058ColorectumADviral life cycle119/3918317/187236.18e-128.23e-10119
GO:0044403ColorectumADbiological process involved in symbiotic interaction99/3918290/187231.02e-074.93e-0699
GO:0051701ColorectumADbiological process involved in interaction with host73/3918203/187235.08e-071.88e-0573
GO:0052126ColorectumADmovement in host environment63/3918175/187232.85e-068.11e-0563
GO:0046718ColorectumADviral entry into host cell51/3918144/187233.99e-057.16e-0451
GO:0044409ColorectumADentry into host51/3918151/187231.60e-042.21e-0351
GO:0015698ColorectumADinorganic anion transport52/3918180/187236.83e-034.22e-0252
GO:00160324ColorectumFAPviral process114/2622415/187233.00e-132.63e-10114
GO:00190584ColorectumFAPviral life cycle81/2622317/187232.97e-082.64e-0681
GO:00444034ColorectumFAPbiological process involved in symbiotic interaction66/2622290/187233.47e-057.64e-0466
GO:0035725ColorectumFAPsodium ion transmembrane transport44/2622178/187239.31e-051.60e-0344
GO:00521264ColorectumFAPmovement in host environment42/2622175/187232.64e-043.60e-0342
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
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Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon Activity
∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
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Somatic mutation of malignant transformation related genes

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
SLC20A2SNVMissense_Mutationc.985N>Ap.Gly329Serp.G329SQ08357protein_codingtolerated(0.14)probably_damaging(0.916)TCGA-BH-A0HA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SLC20A2SNVMissense_Mutationc.1142G>Ap.Arg381Hisp.R381HQ08357protein_codingdeleterious(0)probably_damaging(0.996)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SLC20A2SNVMissense_Mutationc.1142G>Ap.Arg381Hisp.R381HQ08357protein_codingdeleterious(0)probably_damaging(0.996)TCGA-D8-A1XY-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytamoxiphenSD
SLC20A2SNVMissense_Mutationnovelc.1216G>Ap.Asp406Asnp.D406NQ08357protein_codingtolerated(0.19)benign(0.201)TCGA-E2-A2P6-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
SLC20A2SNVMissense_Mutationnovelc.608C>Tp.Ala203Valp.A203VQ08357protein_codingdeleterious(0.01)possibly_damaging(0.897)TCGA-LL-A5YO-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
SLC20A2SNVMissense_Mutationrs777147006c.922N>Tp.Arg308Trpp.R308WQ08357protein_codingdeleterious(0.01)possibly_damaging(0.849)TCGA-MY-A5BD-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SLC20A2SNVMissense_Mutationnovelc.1169C>Tp.Thr390Ilep.T390IQ08357protein_codingdeleterious(0.03)probably_damaging(0.991)TCGA-UC-A7PG-06Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinPD
SLC20A2SNVMissense_Mutationnovelc.1242G>Cp.Glu414Aspp.E414DQ08357protein_codingtolerated(0.13)benign(0.174)TCGA-WL-A834-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapypaclitaxelSD
SLC20A2SNVMissense_Mutationrs376447185c.1850N>Ap.Arg617Hisp.R617HQ08357protein_codingtolerated(0.23)benign(0.015)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
SLC20A2SNVMissense_Mutationrs387906652c.1802N>Tp.Ser601Leup.S601LQ08357protein_codingdeleterious(0)probably_damaging(0.942)TCGA-AY-A69D-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
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Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
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